{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt# 导入matplotlib\n",
    "from matplotlib import rcParams\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 10, 100)# 创建x轴的数据\n",
    "y1 = np.sin(x)# 创建y轴的数据\n",
    "y2 = np.cos(x)# 创建y轴的数据\n",
    "\n",
    "plt.figure(figsize=(10, 6))# 创建画布，并指定画布大小 10*6英寸\n",
    "plt.subplot(2, 1, 1)# 创建2行1列个子图，并指定第1个子图\n",
    "plt.xlim(0, 10)# 设置x轴的范围\n",
    "plt.ylim(-1, 1)# 设置y轴的范围\n",
    "plt.xlabel(\"x\")# 设置x轴的标签\n",
    "plt.ylabel(\"sin(x)\")# 设置y轴的标签\n",
    "plt.title(\"sin\")# 设置子图的标题\n",
    "plt.plot(x, y1)# 绘制曲线\n",
    "\n",
    "plt.subplot(2, 1, 2)# 创建2行1列个子图，并指定第2个子图\n",
    "plt.xlim(0, 10)# 设置x轴的范围\n",
    "plt.ylim(-1, 1)# 设置y轴的范围\n",
    "plt.xlabel(\"x\")# 设置x轴的标签\n",
    "plt.ylabel(\"cos(x)\")# 设置y轴的标签\n",
    "plt.title(\"cos\")# 设置子图的标题\n",
    "plt.plot(x, y2)\n",
    "\n",
    "plt.show()# 显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1461 entries, 0 to 1460\n",
      "Data columns (total 6 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   date           1461 non-null   object \n",
      " 1   precipitation  1461 non-null   float64\n",
      " 2   temp_max       1461 non-null   float64\n",
      " 3   temp_min       1461 non-null   float64\n",
      " 4   wind           1461 non-null   float64\n",
      " 5   weather        1461 non-null   object \n",
      "dtypes: float64(4), object(2)\n",
      "memory usage: 68.6+ KB\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams[\"font.sans-serif\"] = [\"SimHei\"]# 指定中文字体\n",
    "rcParams[\"axes.unicode_minus\"] = False# 解决负号显示问题\n",
    "\n",
    "df = pd.read_csv(\"data/weather.csv\")\n",
    "df.info()# 查看数据集信息\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "ax1.hist(df[\"precipitation\"], bins=5)#绘制直方图，将降水量均匀分为5组\n",
    "ax1.set_xlabel(\"降水量\")\n",
    "ax1.set_ylabel(\"出现频次\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#双变量\n",
    "rcParams[\"font.sans-serif\"] = [\"SimHei\"]# 指定中文字体\n",
    "rcParams[\"axes.unicode_minus\"] = False# 解决负号显示问题\n",
    "\n",
    "df = pd.read_csv(\"data/weather.csv\")\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "ax1.scatter(df[\"temp_max\"], df[\"precipitation\"])# 绘制散点图，横轴为最高气温，纵轴为降水量\n",
    "ax1.set_xlabel(\"最高气温\")\n",
    "ax1.set_ylabel(\"降水量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#双变量\n",
    "rcParams[\"font.sans-serif\"] = [\"SimHei\"]# 指定中文字体\n",
    "rcParams[\"axes.unicode_minus\"] = False# 解决负号显示问题\n",
    "\n",
    "\n",
    "def year_color(x):\n",
    "    \"\"\"添加一列，为不同年份的数据添加不同的颜色\"\"\"\n",
    "    match x.year:\n",
    "        case 2012:\n",
    "            return \"r\"\n",
    "        case 2013:\n",
    "            return \"g\"\n",
    "        case 2014:\n",
    "            return \"b\"\n",
    "        case 2015:\n",
    "            return \"k\"\n",
    "\n",
    "df = pd.read_csv(\"data/weather.csv\")\n",
    "df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
    "df[\"color\"] = df[\"date\"].apply(year_color)\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "# 绘制散点图，横轴为最高气温，纵轴为降水量\n",
    "# c设置颜色,alpha设置透明度\n",
    "ax1.scatter(df[\"temp_max\"], df[\"precipitation\"], c=df[\"color\"], alpha=0.5)\n",
    "ax1.set_xlabel(\"最高气温\")\n",
    "ax1.set_ylabel(\"降水量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 400 entries, 0 to 399\n",
      "Data columns (total 13 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   person_id                400 non-null    int64  \n",
      " 1   gender                   400 non-null    object \n",
      " 2   age                      400 non-null    int64  \n",
      " 3   occupation               400 non-null    object \n",
      " 4   sleep_duration           400 non-null    float64\n",
      " 5   sleep_quality            400 non-null    float64\n",
      " 6   physical_activity_level  400 non-null    int64  \n",
      " 7   stress_level             400 non-null    int64  \n",
      " 8   bmi_category             400 non-null    object \n",
      " 9   blood_pressure           400 non-null    object \n",
      " 10  heart_rate               400 non-null    int64  \n",
      " 11  daily_steps              400 non-null    int64  \n",
      " 12  sleep_disorder           110 non-null    object \n",
      "dtypes: float64(2), int64(6), object(5)\n",
      "memory usage: 40.8+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sleep_duration'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pandas 可视化,单变量\n",
    "df = pd.read_csv(\"data/sleep.csv\")\n",
    "df.info()# 查看数据集信息\n",
    "\n",
    "pd.cut(df[\"sleep_duration\"], [0, 5, 6, 7, 8, 9, 10, 11, 12]).value_counts().plot.bar(color=[\"red\", \"green\", \"blue\", \"yellow\", \"cyan\", \"magenta\", \"black\", \"purple\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sleep_duration', ylabel='sleep_quality'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x=\"sleep_duration\", y=\"sleep_quality\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sleep_duration', ylabel='sleep_quality'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.hexbin(x=\"sleep_duration\", y=\"sleep_quality\", gridsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Lenovo\\AppData\\Local\\Temp\\ipykernel_17320\\3120825835.py:3: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n",
      "  df_pivot_table = df.pivot_table(values=\"person_id\", index=\"sleep_quality_stage\", columns=\"sleep_duration_stage\", aggfunc=\"count\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sleep_quality_stage'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"sleep_quality_stage\"] = pd.cut(df[\"sleep_quality\"], range(11))\n",
    "df[\"sleep_duration_stage\"] = pd.cut(df[\"sleep_duration\"], [0, 5, 6, 7, 8, 9, 10, 11, 12])\n",
    "df_pivot_table = df.pivot_table(values=\"person_id\", index=\"sleep_quality_stage\", columns=\"sleep_duration_stage\", aggfunc=\"count\")\n",
    "df_pivot_table.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 333 entries, 0 to 343\n",
      "Data columns (total 7 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   species            333 non-null    object \n",
      " 1   island             333 non-null    object \n",
      " 2   bill_length_mm     333 non-null    float64\n",
      " 3   bill_depth_mm      333 non-null    float64\n",
      " 4   flipper_length_mm  333 non-null    float64\n",
      " 5   body_mass_g        333 non-null    float64\n",
      " 6   sex                333 non-null    object \n",
      "dtypes: float64(4), object(3)\n",
      "memory usage: 20.8+ KB\n"
     ]
    }
   ],
   "source": [
    "plt.rcParams[\"font.sans-serif\"] = [\"KaiTi\"]\n",
    "penguins = pd.read_csv(\"data/penguins.csv\")\n",
    "penguins.dropna(inplace=True)\n",
    "penguins.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\conda\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='Count'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=penguins, x=\"species\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\conda\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bill_length_mm', ylabel='Density'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=penguins, x=\"bill_length_mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\conda\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bill_length_mm', ylabel='Count'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=penguins, x=\"bill_length_mm\", kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='island', ylabel='count'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=penguins, x=\"island\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='body_mass_g', ylabel='flipper_length_mm'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\", hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='body_mass_g', ylabel='flipper_length_mm'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\conda\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "D:\\software\\conda\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1ef425f1a50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
